{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f12278be510>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "src = cv2.imread(\"dsf.png\")\n",
    "\n",
    "plt.imshow(src)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7drI9OTPBwWDAZDJp1e+iKA4xT+gY6P5kzMZoYy3TbMcq6ErGKEZa503fLtpnuJlpiolm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\n2RAgv97j/7dBs6MFbR2nSsZWzKyGw2EJQIXAHMtkThlR+xY+orOGRCA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bmWNZFz2ChHXS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\nwUQtVtIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f122854e3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gc+OZOdp4nsfU1FSnRvG+++7bMCK+kpvNCwflIghB4etfYeA//qdWPnT1wpGV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f121f9ad790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hsv = cv2.cvtColor(src, cv2.COLOR_BGR2HSV_FULL)\n",
    "hsvSplit = cv2.split(hsv)\n",
    "\n",
    "x_start = 200\n",
    "x_end = 400\n",
    "y_start = 50\n",
    "y_end = 150\n",
    "x,y=np.mgrid[y_start:y_end:1,x_start:x_end:1]\n",
    "\n",
    "show = hsvSplit[0][y_start:y_end, x_start:x_end]\n",
    "\n",
    "ax=plt.subplot(111,projection='3d')\n",
    "ax.plot_surface(x,y,show,rstride=2,cstride=2,cmap=plt.cm.coolwarm,alpha=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gJ3YU/939D919bZJTSd6d5G1bbbZ83uoof79kRfed3f2u7n7XTgcLAADs3a6u9tPdzyX5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\nAEP8fztwrnJsMRnNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f121f997e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "red_high = cv2.threshold(hsvSplit[0], 220, 255, cv2.THRESH_BINARY)[1]\n",
    "red_low = cv2.threshold(hsvSplit[0], 20, 255, cv2.THRESH_BINARY_INV)[1]\n",
    "\n",
    "red = cv2.bitwise_or(red_high, red_low)\n",
    "\n",
    "v_high = cv2.threshold(hsvSplit[2], 230, 255, cv2.THRESH_BINARY)[1]\n",
    "red = cv2.bitwise_and(red, v_high)\n",
    "\n",
    "s_high = cv2.threshold(hsvSplit[1], 180, 255, cv2.THRESH_BINARY_INV)[1]\n",
    "red = cv2.bitwise_and(red, s_high)\n",
    "\n",
    "fig = plt.figure(figsize = (15, 10))\n",
    "plt.imshow(red, cmap = \"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f121c5c9490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contours = cv2.findContours(red.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "\n",
    "digit = []\n",
    "for contour in contours[0]:\n",
    "    if(cv2.contourArea(contour) < 10):\n",
    "        continue;\n",
    "    digit.append(cv2.boundingRect(contour))\n",
    "    \n",
    "digit\n",
    "\n",
    "\n",
    "digit_sorted = sorted(digit, key = lambda digit: digit[0])\n",
    "digit_sorted\n",
    "\n",
    "digit_sorted[0][0]\n",
    "\n",
    "roi = []\n",
    "for rect in digit_sorted:\n",
    "    roi.append(red[int(rect[1]):int(rect[1] + rect[3]),\n",
    "                   int(rect[0]):int(rect[0] + rect[2])])\n",
    "\n",
    "plt.figure(figsize=(12, 10))\n",
    "plt.imshow(roi[0], cmap = \"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "roi‘s shape is  (23, 15)\n",
      "roi‘s shape is  (20, 15)\n",
      "roi‘s shape is  (23, 16)\n",
      "roi‘s shape is  (23, 16)\n",
      "roi‘s shape is  (23, 16)\n"
     ]
    }
   ],
   "source": [
    "for number in roi:\n",
    "    print \"roi‘s shape is \",number.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#该函数判断该区域是否为白，白的话返回true,否则返回false.把二维数组变成一维，再累计区域里面255的点的个数，个数大于等于10则判定该区域为白\n",
    "def isWhite(region):\n",
    "    j = 0\n",
    "    n = region.size\n",
    "    regions = np.reshape(region,n)\n",
    "    judge_region = regions.tolist()\n",
    "    for i in judge_region:\n",
    "        if (i == 255):\n",
    "            j = j + 1\n",
    "            if j = 10:\n",
    "                return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "4\n",
      "9\n",
      "8\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "#按LED灯的数字显示规律，把数字分为7个区域，为了程序的快速性，实际用5个区域即可分辨9个数字，故备注掉两个区域\n",
    "for number in roi:\n",
    "    height, width = number.shape\n",
    "    up = number[0:height/7, 2*width/7:5*width/7]\n",
    "    #middle = number[3*height/7:4*height/7,2*width/7:5*width/7]\n",
    "    bottom = number[6*height/7:height,2*width/7:5*width/7]\n",
    "    left_up = number[1*height/7:3*height/7,0:2*width/7]\n",
    "    right_up = number[1*height/7:3*height/7,5*width/7:width]\n",
    "    left_bottom = number[4*height/7:6*height/7,0:2*width/7]\n",
    "    #right_bottom = number[4*height/7:6*height/7,5*width/7:width]\n",
    "    is_up = isWhite(up)\n",
    "    is_bottom = isWhite(bottom)\n",
    "    is_left_up = isWhite(left_up)\n",
    "    is_right_up = isWhite(right_up)\n",
    "    is_left_bottom = isWhite(left_bottom)\n",
    "    #is_right_bottom = isWhite(right_bottom)\n",
    "    if (not is_up):\n",
    "        if is_left_up:\n",
    "            print \"4\"\n",
    "        else:\n",
    "            print \"1\"\n",
    "    elif (is_up and not is_bottom):\n",
    "            print \"7\"\n",
    "    elif (is_up and is_bottom and not is_right_up):\n",
    "        if is_left_bottom:\n",
    "            print \"6\"\n",
    "        else:\n",
    "            print \"5\"\n",
    "    elif (is_up and is_bottom and is_right_up):\n",
    "        if is_left_up:\n",
    "            if is_left_bottom:\n",
    "                print \"8\"\n",
    "            else:\n",
    "                print \"9\"\n",
    "        else:\n",
    "            if is_left_bottom:\n",
    "                print \"2\"\n",
    "            else:\n",
    "                print \"3\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
